pendigits

Dataset statistics

Number of variables	17
Number of observations	10992
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	136.0 B

Variable types

NUM	17

Reproduction

Analysis started	2020-08-25 01:43:35.573407
Analysis finished	2020-08-25 01:44:19.516583
Duration	43.94 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`input1` has 2364 (21.5%) zeros	Zeros
`input3` has 953 (8.7%) zeros	Zeros
`input5` has 1568 (14.3%) zeros	Zeros
`input6` has 397 (3.6%) zeros	Zeros
`input7` has 988 (9.0%) zeros	Zeros
`input8` has 1556 (14.2%) zeros	Zeros
`input9` has 1028 (9.4%) zeros	Zeros
`input10` has 2239 (20.4%) zeros	Zeros
`input11` has 1300 (11.8%) zeros	Zeros
`input12` has 1227 (11.2%) zeros	Zeros
`input13` has 186 (1.7%) zeros	Zeros
`input14` has 1756 (16.0%) zeros	Zeros
`input15` has 2917 (26.5%) zeros	Zeros
`input16` has 4044 (36.8%) zeros	Zeros
`target` has 1143 (10.4%) zeros	Zeros

input1
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.814319505094616
Minimum	0.0
Maximum	100.0
Zeros	2364
Zeros (%)	21.5%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	32
Q3	65
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	34.25778264
Coefficient of variation (CV)	0.882606808
Kurtosis	-1.041252883
Mean	38.81431951
Median Absolute Deviation (MAD)	29
Skewness	0.50867853
Sum	426647
Variance	1173.595672

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2364	21.5%
100	1143	10.4%
32	137	1.2%
26	129	1.2%
38	123	1.1%
19	120	1.1%
16	120	1.1%
15	117	1.1%
23	117	1.1%
25	117	1.1%
30	115	1.0%
20	115	1.0%
31	114	1.0%
13	113	1.0%
29	112	1.0%
27	112	1.0%
42	111	1.0%
24	110	1.0%
14	109	1.0%
35	109	1.0%
33	108	1.0%
21	108	1.0%
12	105	1.0%
36	103	0.9%
22	102	0.9%
Other values (76)	4859	44.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2364	21.5%
1	59	0.5%
2	85	0.8%
3	57	0.5%
4	79	0.7%
5	69	0.6%
6	78	0.7%
7	91	0.8%
8	86	0.8%
9	87	0.8%

Value	Count	Frequency (%)
100	1143	10.4%
99	32	0.3%
98	34	0.3%
97	45	0.4%
96	35	0.3%
95	46	0.4%
94	28	0.3%
93	44	0.4%
92	33	0.3%
91	32	0.3%

input2
Real number (ℝ_≥0)

Distinct count	96
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.12026928675401
Minimum	0.0
Maximum	100.0
Zeros	27
Zeros (%)	0.2%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	55
Q1	76
median	89
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	16.21857068
Coefficient of variation (CV)	0.1905371166
Kurtosis	3.050747285
Mean	85.12026929
Median Absolute Deviation (MAD)	11
Skewness	-1.491182875
Sum	935642
Variance	263.0420348

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	3115	28.3%
90	261	2.4%
91	259	2.4%
88	254	2.3%
96	247	2.2%
93	245	2.2%
85	245	2.2%
89	244	2.2%
94	242	2.2%
82	236	2.1%
92	235	2.1%
95	234	2.1%
86	232	2.1%
87	221	2.0%
97	217	2.0%
81	216	2.0%
83	213	1.9%
84	205	1.9%
98	203	1.8%
80	200	1.8%
78	200	1.8%
77	175	1.6%
99	172	1.6%
76	172	1.6%
79	167	1.5%
Other values (71)	2582	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	0.2%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	2	< 0.1%

Value	Count	Frequency (%)
100	3115	28.3%
99	172	1.6%
98	203	1.8%
97	217	2.0%
96	247	2.2%
95	234	2.1%
94	242	2.2%
93	245	2.2%
92	235	2.1%
91	259	2.4%

input3
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.60562227074236
Minimum	0.0
Maximum	100.0
Zeros	953
Zeros (%)	8.7%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20
median	40
Q3	58
95-th percentile	89
Maximum	100
Range	100
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	26.34298414
Coefficient of variation (CV)	0.648752135
Kurtosis	-0.5956949956
Mean	40.60562227
Median Absolute Deviation (MAD)	19
Skewness	0.2684032131
Sum	446337
Variance	693.9528134

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	953	8.7%
100	309	2.8%
35	185	1.7%
46	177	1.6%
39	168	1.5%
34	167	1.5%
40	167	1.5%
38	166	1.5%
44	161	1.5%
43	159	1.4%
53	157	1.4%
42	157	1.4%
52	157	1.4%
30	152	1.4%
57	150	1.4%
47	150	1.4%
56	149	1.4%
41	148	1.3%
54	146	1.3%
50	145	1.3%
51	144	1.3%
49	143	1.3%
31	142	1.3%
60	141	1.3%
55	141	1.3%
Other values (76)	6158	56.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	953	8.7%
1	75	0.7%
2	77	0.7%
3	73	0.7%
4	79	0.7%
5	84	0.8%
6	83	0.8%
7	79	0.7%
8	103	0.9%
9	91	0.8%

Value	Count	Frequency (%)
100	309	2.8%
99	17	0.2%
98	24	0.2%
97	23	0.2%
96	21	0.2%
95	28	0.3%
94	16	0.1%
93	26	0.2%
92	28	0.3%
91	20	0.2%

input4
Real number (ℝ_≥0)

Distinct count	98
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.77419941775837
Minimum	0.0
Maximum	100.0
Zeros	14
Zeros (%)	0.1%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	47
Q1	72
median	91
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	19.16364639
Coefficient of variation (CV)	0.2287535604
Kurtosis	1.104591938
Mean	83.77419942
Median Absolute Deviation (MAD)	9
Skewness	-1.193760628
Sum	920846
Variance	367.2453428

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	4387	39.9%
75	173	1.6%
78	172	1.6%
77	171	1.6%
81	171	1.6%
80	167	1.5%
79	167	1.5%
99	162	1.5%
82	161	1.5%
76	160	1.5%
83	158	1.4%
98	153	1.4%
84	147	1.3%
74	146	1.3%
73	143	1.3%
97	136	1.2%
71	135	1.2%
90	134	1.2%
70	130	1.2%
85	129	1.2%
68	127	1.2%
96	126	1.1%
86	126	1.1%
69	124	1.1%
92	123	1.1%
Other values (73)	3064	27.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	0.1%
2	4	< 0.1%
4	3	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	5	< 0.1%
9	5	< 0.1%
10	5	< 0.1%
11	4	< 0.1%
12	3	< 0.1%

Value	Count	Frequency (%)
100	4387	39.9%
99	162	1.5%
98	153	1.4%
97	136	1.2%
96	126	1.1%
95	108	1.0%
94	102	0.9%
93	112	1.0%
92	123	1.1%
91	115	1.0%

input5
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.77037845705968
Minimum	0.0
Maximum	100.0
Zeros	1568
Zeros (%)	14.3%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18
median	53
Q3	78
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	34.10051458
Coefficient of variation (CV)	0.685156827
Kurtosis	-1.310362223
Mean	49.77037846
Median Absolute Deviation (MAD)	30
Skewness	-0.07887461935
Sum	547076
Variance	1162.845095

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1568	14.3%
100	1155	10.5%
66	159	1.4%
68	130	1.2%
65	128	1.2%
62	127	1.2%
60	120	1.1%
64	114	1.0%
67	114	1.0%
61	113	1.0%
70	112	1.0%
74	111	1.0%
73	111	1.0%
76	110	1.0%
69	107	1.0%
81	106	1.0%
59	105	1.0%
52	105	1.0%
78	105	1.0%
22	104	0.9%
77	102	0.9%
71	102	0.9%
57	102	0.9%
63	102	0.9%
56	99	0.9%
Other values (76)	5681	51.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1568	14.3%
1	68	0.6%
2	61	0.6%
3	39	0.4%
4	55	0.5%
5	64	0.6%
6	69	0.6%
7	67	0.6%
8	72	0.7%
9	61	0.6%

Value	Count	Frequency (%)
100	1155	10.5%
99	43	0.4%
98	41	0.4%
97	60	0.5%
96	69	0.6%
95	69	0.6%
94	62	0.6%
93	66	0.6%
92	84	0.8%
91	72	0.7%

input6
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65.57314410480349
Minimum	0.0
Maximum	100.0
Zeros	397
Zeros (%)	3.6%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	49
median	71
Q3	86
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	26.99668765
Coefficient of variation (CV)	0.4117034194
Kurtosis	-0.1699343809
Mean	65.5731441
Median Absolute Deviation (MAD)	18
Skewness	-0.7405550347
Sum	720780
Variance	728.8211439

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	1115	10.1%
0	397	3.6%
78	211	1.9%
75	207	1.9%
79	205	1.9%
72	200	1.8%
76	193	1.8%
77	184	1.7%
74	183	1.7%
73	180	1.6%
70	178	1.6%
71	176	1.6%
80	176	1.6%
82	174	1.6%
68	173	1.6%
83	170	1.5%
67	170	1.5%
81	169	1.5%
69	163	1.5%
88	151	1.4%
66	143	1.3%
65	140	1.3%
85	140	1.3%
99	137	1.2%
91	134	1.2%
Other values (76)	5523	50.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	397	3.6%
1	24	0.2%
2	25	0.2%
3	12	0.1%
4	17	0.2%
5	24	0.2%
6	21	0.2%
7	26	0.2%
8	19	0.2%
9	23	0.2%

Value	Count	Frequency (%)
100	1115	10.1%
99	137	1.2%
98	129	1.2%
97	127	1.2%
96	110	1.0%
95	125	1.1%
94	132	1.2%
93	107	1.0%
92	105	1.0%
91	134	1.2%

input7
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.220251091703055
Minimum	0.0
Maximum	100.0
Zeros	988
Zeros (%)	9.0%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28
median	53.5
Q3	74
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	30.57688117
Coefficient of variation (CV)	0.5969685919
Kurtosis	-1.006198581
Mean	51.22025109
Median Absolute Deviation (MAD)	22.5
Skewness	-0.1340645608
Sum	563013
Variance	934.9456621

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	988	9.0%
100	899	8.2%
68	155	1.4%
56	145	1.3%
70	142	1.3%
61	142	1.3%
53	139	1.3%
67	139	1.3%
57	139	1.3%
62	138	1.3%
69	136	1.2%
54	135	1.2%
51	134	1.2%
55	134	1.2%
72	133	1.2%
66	133	1.2%
65	131	1.2%
50	128	1.2%
74	127	1.2%
59	127	1.2%
52	126	1.1%
63	125	1.1%
60	124	1.1%
41	124	1.1%
73	118	1.1%
Other values (76)	6031	54.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	988	9.0%
1	38	0.3%
2	68	0.6%
3	50	0.5%
4	60	0.5%
5	53	0.5%
6	61	0.6%
7	68	0.6%
8	57	0.5%
9	53	0.5%

Value	Count	Frequency (%)
100	899	8.2%
99	51	0.5%
98	40	0.4%
97	36	0.3%
96	43	0.4%
95	57	0.5%
94	56	0.5%
93	61	0.6%
92	54	0.5%
91	64	0.6%

input8
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.49899927219796
Minimum	0.0
Maximum	100.0
Zeros	1556
Zeros (%)	14.2%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	43
Q3	64
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	29.90610361
Coefficient of variation (CV)	0.6720623856
Kurtosis	-0.8258615147
Mean	44.49899927
Median Absolute Deviation (MAD)	21
Skewness	0.1809040796
Sum	489133
Variance	894.3750331

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1556	14.2%
100	728	6.6%
35	183	1.7%
34	177	1.6%
40	176	1.6%
39	175	1.6%
43	173	1.6%
36	169	1.5%
38	167	1.5%
33	159	1.4%
37	152	1.4%
31	147	1.3%
52	146	1.3%
58	145	1.3%
60	145	1.3%
55	144	1.3%
42	142	1.3%
50	142	1.3%
53	142	1.3%
32	140	1.3%
41	138	1.3%
62	136	1.2%
61	132	1.2%
57	131	1.2%
51	129	1.2%
Other values (76)	5218	47.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1556	14.2%
1	40	0.4%
2	31	0.3%
3	39	0.4%
4	39	0.4%
5	42	0.4%
6	36	0.3%
7	30	0.3%
8	39	0.4%
9	46	0.4%

Value	Count	Frequency (%)
100	728	6.6%
99	39	0.4%
98	47	0.4%
97	33	0.3%
96	41	0.4%
95	36	0.3%
94	47	0.4%
93	46	0.4%
92	53	0.5%
91	34	0.3%

input9
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	56.86854075691412
Minimum	0.0
Maximum	100.0
Zeros	1028
Zeros (%)	9.4%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29
median	60
Q3	89
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	34.13552955
Coefficient of variation (CV)	0.6002533051
Kurtosis	-1.249262485
Mean	56.86854076
Median Absolute Deviation (MAD)	30
Skewness	-0.2704547505
Sum	625099
Variance	1165.234377

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	1764	16.0%
0	1028	9.4%
84	127	1.2%
88	124	1.1%
71	113	1.0%
94	113	1.0%
79	113	1.0%
41	109	1.0%
60	109	1.0%
82	108	1.0%
85	106	1.0%
95	106	1.0%
77	105	1.0%
78	103	0.9%
42	103	0.9%
70	102	0.9%
81	102	0.9%
62	102	0.9%
86	101	0.9%
93	101	0.9%
48	99	0.9%
46	99	0.9%
67	98	0.9%
47	98	0.9%
92	98	0.9%
Other values (76)	5761	52.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1028	9.4%
1	55	0.5%
2	45	0.4%
3	57	0.5%
4	48	0.4%
5	60	0.5%
6	56	0.5%
7	51	0.5%
8	64	0.6%
9	39	0.4%

Value	Count	Frequency (%)
100	1764	16.0%
99	84	0.8%
98	78	0.7%
97	85	0.8%
96	88	0.8%
95	106	1.0%
94	113	1.0%
93	101	0.9%
92	98	0.9%
91	97	0.9%

input10
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.69596069868996
Minimum	0.0
Maximum	100.0
Zeros	2239
Zeros (%)	20.4%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	33
Q3	54
95-th percentile	79
Maximum	100
Range	100
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	27.25154828
Coefficient of variation (CV)	0.8087482214
Kurtosis	-0.9620598218
Mean	33.6959607
Median Absolute Deviation (MAD)	24
Skewness	0.3436149067
Sum	370386
Variance	742.6468839

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2239	20.4%
75	237	2.2%
35	179	1.6%
44	159	1.4%
36	151	1.4%
45	147	1.3%
43	140	1.3%
34	140	1.3%
42	139	1.3%
41	138	1.3%
40	138	1.3%
38	137	1.2%
49	133	1.2%
48	133	1.2%
29	132	1.2%
30	131	1.2%
47	130	1.2%
46	128	1.2%
16	123	1.1%
32	122	1.1%
39	122	1.1%
50	122	1.1%
37	121	1.1%
12	117	1.1%
25	113	1.0%
Other values (76)	5421	49.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2239	20.4%
1	79	0.7%
2	72	0.7%
3	65	0.6%
4	91	0.8%
5	91	0.8%
6	105	1.0%
7	77	0.7%
8	96	0.9%
9	87	0.8%

Value	Count	Frequency (%)
100	69	0.6%
99	9	0.1%
98	8	0.1%
97	6	0.1%
96	13	0.1%
95	11	0.1%
94	13	0.1%
93	10	0.1%
92	15	0.1%
91	23	0.2%

input11
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	60.51637554585153
Minimum	0.0
Maximum	100.0
Zeros	1300
Zeros (%)	11.8%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	73
Q3	97
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	37.28808567
Coefficient of variation (CV)	0.616165217
Kurtosis	-1.332298912
Mean	60.51637555
Median Absolute Deviation (MAD)	27
Skewness	-0.476634663
Sum	665196
Variance	1390.401333

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	2482	22.6%
0	1300	11.8%
91	133	1.2%
88	133	1.2%
87	130	1.2%
86	129	1.2%
92	127	1.2%
78	124	1.1%
82	124	1.1%
90	122	1.1%
85	120	1.1%
81	116	1.1%
93	115	1.0%
95	115	1.0%
89	115	1.0%
97	114	1.0%
96	113	1.0%
77	113	1.0%
98	112	1.0%
94	111	1.0%
76	109	1.0%
80	109	1.0%
74	109	1.0%
83	107	1.0%
79	103	0.9%
Other values (76)	4507	41.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1300	11.8%
1	53	0.5%
2	66	0.6%
3	48	0.4%
4	79	0.7%
5	86	0.8%
6	76	0.7%
7	58	0.5%
8	57	0.5%
9	70	0.6%

Value	Count	Frequency (%)
100	2482	22.6%
99	101	0.9%
98	112	1.0%
97	114	1.0%
96	113	1.0%
95	115	1.0%
94	111	1.0%
93	115	1.0%
92	127	1.2%
91	133	1.2%

input12
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.82651018922853
Minimum	0.0
Maximum	100.0
Zeros	1227
Zeros (%)	11.2%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	30
Q3	55
95-th percentile	84
Maximum	100
Range	100
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	27.11998189
Coefficient of variation (CV)	0.7787166082
Kurtosis	-0.7419427954
Mean	34.82651019
Median Absolute Deviation (MAD)	21
Skewness	0.4819380908
Sum	382813
Variance	735.4934178

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1227	11.2%
50	224	2.0%
100	192	1.7%
16	191	1.7%
15	182	1.7%
9	168	1.5%
18	167	1.5%
17	161	1.5%
12	161	1.5%
20	156	1.4%
19	155	1.4%
14	154	1.4%
8	154	1.4%
10	153	1.4%
51	152	1.4%
1	149	1.4%
21	147	1.3%
13	147	1.3%
11	145	1.3%
24	138	1.3%
22	138	1.3%
23	137	1.2%
49	135	1.2%
30	135	1.2%
29	130	1.2%
Other values (76)	5994	54.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1227	11.2%
1	149	1.4%
2	121	1.1%
3	127	1.2%
4	126	1.1%
5	126	1.1%
6	130	1.2%
7	128	1.2%
8	154	1.4%
9	168	1.5%

Value	Count	Frequency (%)
100	192	1.7%
99	14	0.1%
98	14	0.1%
97	13	0.1%
96	14	0.1%
95	25	0.2%
94	24	0.2%
93	26	0.2%
92	19	0.2%
91	19	0.2%

input13
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.02228893740902
Minimum	0.0
Maximum	100.0
Zeros	186
Zeros (%)	1.7%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	42
median	53
Q3	68
95-th percentile	98
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	22.3355392
Coefficient of variation (CV)	0.4059362057
Kurtosis	-0.06514140816
Mean	55.02228894
Median Absolute Deviation (MAD)	13
Skewness	0.02617322521
Sum	604805
Variance	498.8763115

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	509	4.6%
50	443	4.0%
51	313	2.8%
49	298	2.7%
53	256	2.3%
52	255	2.3%
48	250	2.3%
55	225	2.0%
46	218	2.0%
56	217	2.0%
54	209	1.9%
60	208	1.9%
58	205	1.9%
45	205	1.9%
62	200	1.8%
57	199	1.8%
41	192	1.7%
47	192	1.7%
0	186	1.7%
43	184	1.7%
42	182	1.7%
44	181	1.6%
61	171	1.6%
38	161	1.5%
40	157	1.4%
Other values (76)	5176	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	186	1.7%
1	9	0.1%
2	13	0.1%
3	19	0.2%
4	16	0.1%
5	14	0.1%
6	15	0.1%
7	24	0.2%
8	26	0.2%
9	25	0.2%

Value	Count	Frequency (%)
100	509	4.6%
99	19	0.2%
98	34	0.3%
97	34	0.3%
96	40	0.4%
95	41	0.4%
94	50	0.5%
93	48	0.4%
92	58	0.5%
91	75	0.7%

input14
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.93704512372635
Minimum	0.0
Maximum	100.0
Zeros	1756
Zeros (%)	16.0%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	27
Q3	47
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	33.155463
Coefficient of variation (CV)	0.9490059302
Kurtosis	-0.5326653718
Mean	34.93704512
Median Absolute Deviation (MAD)	21
Skewness	0.853667371
Sum	384028
Variance	1099.284727

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1756	16.0%
100	894	8.1%
25	294	2.7%
1	246	2.2%
2	233	2.1%
32	233	2.1%
24	231	2.1%
34	204	1.9%
27	202	1.8%
4	201	1.8%
26	199	1.8%
28	199	1.8%
23	189	1.7%
29	186	1.7%
31	184	1.7%
30	183	1.7%
3	162	1.5%
33	159	1.4%
5	159	1.4%
22	155	1.4%
35	155	1.4%
6	144	1.3%
36	143	1.3%
7	137	1.2%
20	137	1.2%
Other values (76)	4007	36.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1756	16.0%
1	246	2.2%
2	233	2.1%
3	162	1.5%
4	201	1.8%
5	159	1.4%
6	144	1.3%
7	137	1.2%
8	114	1.0%
9	101	0.9%

Value	Count	Frequency (%)
100	894	8.1%
99	82	0.7%
98	77	0.7%
97	79	0.7%
96	73	0.7%
95	96	0.9%
94	81	0.7%
93	68	0.6%
92	65	0.6%
91	66	0.6%

input15
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.28748180494905
Minimum	0.0
Maximum	100.0
Zeros	2917
Zeros (%)	26.5%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	40
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	41.76039983
Coefficient of variation (CV)	0.8831174391
Kurtosis	-1.685793174
Mean	47.2874818
Median Absolute Deviation (MAD)	40
Skewness	0.146745718
Sum	519784
Variance	1743.930994

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	2988	27.2%
0	2917	26.5%
7	96	0.9%
8	89	0.8%
5	86	0.8%
9	86	0.8%
6	83	0.8%
16	82	0.7%
10	81	0.7%
19	77	0.7%
11	77	0.7%
3	74	0.7%
12	73	0.7%
15	73	0.7%
24	71	0.6%
29	70	0.6%
21	70	0.6%
14	70	0.6%
22	69	0.6%
18	68	0.6%
13	68	0.6%
25	66	0.6%
88	66	0.6%
20	64	0.6%
2	63	0.6%
Other values (76)	3365	30.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2917	26.5%
1	55	0.5%
2	63	0.6%
3	74	0.7%
4	44	0.4%
5	86	0.8%
6	83	0.8%
7	96	0.9%
8	89	0.8%
9	86	0.8%

Value	Count	Frequency (%)
100	2988	27.2%
99	22	0.2%
98	39	0.4%
97	42	0.4%
96	29	0.3%
95	32	0.3%
94	43	0.4%
93	39	0.4%
92	42	0.4%
91	44	0.4%

input16
Real number (ℝ_≥0)

ZEROS

Distinct count	101
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.845342066957787
Minimum	0.0
Maximum	100.0
Zeros	4044
Zeros (%)	36.8%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	51
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	35.77809351
Coefficient of variation (CV)	1.240342147
Kurtosis	-0.6535576435
Mean	28.84534207
Median Absolute Deviation (MAD)	9
Skewness	0.9482646831
Sum	317068
Variance	1280.071975

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4044	36.8%
100	759	6.9%
1	228	2.1%
2	185	1.7%
5	175	1.6%
3	174	1.6%
4	164	1.5%
7	151	1.4%
6	146	1.3%
8	141	1.3%
12	111	1.0%
10	107	1.0%
9	103	0.9%
11	101	0.9%
19	99	0.9%
13	93	0.8%
16	88	0.8%
98	85	0.8%
15	85	0.8%
99	85	0.8%
14	83	0.8%
38	72	0.7%
37	71	0.6%
17	70	0.6%
20	70	0.6%
Other values (76)	3502	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4044	36.8%
1	228	2.1%
2	185	1.7%
3	174	1.6%
4	164	1.5%
5	175	1.6%
6	146	1.3%
7	151	1.4%
8	141	1.3%
9	103	0.9%

Value	Count	Frequency (%)
100	759	6.9%
99	85	0.8%
98	85	0.8%
97	64	0.6%
96	63	0.6%
95	67	0.6%
94	64	0.6%
93	44	0.4%
92	56	0.5%
91	54	0.5%

target
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.431586608442504
Minimum	0
Maximum	9
Zeros	1143
Zeros (%)	10.4%
Memory size	86.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.876946685
Coefficient of variation (CV)	0.6491911226
Kurtosis	-1.232673067
Mean	4.431586608
Median Absolute Deviation (MAD)	3
Skewness	0.02615254632
Sum	48712
Variance	8.27682223

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	1144	10.4%
2	1144	10.4%
1	1143	10.4%
0	1143	10.4%
7	1142	10.4%
6	1056	9.6%
5	1055	9.6%
3	1055	9.6%
9	1055	9.6%
8	1055	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1143	10.4%
1	1143	10.4%
2	1144	10.4%
3	1055	9.6%
4	1144	10.4%
5	1055	9.6%
6	1056	9.6%
7	1142	10.4%
8	1055	9.6%
9	1055	9.6%

Value	Count	Frequency (%)
9	1055	9.6%
8	1055	9.6%
7	1142	10.4%
6	1056	9.6%
5	1055	9.6%
4	1144	10.4%
3	1055	9.6%
2	1144	10.4%
1	1143	10.4%
0	1143	10.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	input1	input2	input3	input4	input5	input6	input7	input8	input9	input10	input11	input12	input13	input14	input15	input16	target
0	47.0	100.0	27.0	81.0	57.0	37.0	26.0	0.0	0.0	23.0	56.0	53.0	100.0	90.0	40.0	98.0	8
1	0.0	89.0	27.0	100.0	42.0	75.0	29.0	45.0	15.0	15.0	37.0	0.0	69.0	2.0	100.0	6.0	2
2	0.0	57.0	31.0	68.0	72.0	90.0	100.0	100.0	76.0	75.0	50.0	51.0	28.0	25.0	16.0	0.0	1
3	0.0	100.0	7.0	92.0	5.0	68.0	19.0	45.0	86.0	34.0	100.0	45.0	74.0	23.0	67.0	0.0	4
4	0.0	67.0	49.0	83.0	100.0	100.0	81.0	80.0	60.0	60.0	40.0	40.0	33.0	20.0	47.0	0.0	1
5	100.0	100.0	88.0	99.0	49.0	74.0	17.0	47.0	0.0	16.0	37.0	0.0	73.0	16.0	20.0	20.0	6
6	0.0	100.0	3.0	72.0	26.0	35.0	85.0	35.0	100.0	71.0	73.0	97.0	65.0	49.0	66.0	0.0	4
7	0.0	39.0	2.0	62.0	11.0	5.0	63.0	0.0	100.0	43.0	89.0	99.0	36.0	100.0	0.0	57.0	0
8	13.0	89.0	12.0	50.0	72.0	38.0	56.0	0.0	4.0	17.0	0.0	61.0	32.0	94.0	100.0	100.0	5
9	57.0	100.0	22.0	72.0	0.0	31.0	25.0	0.0	75.0	13.0	100.0	50.0	75.0	87.0	26.0	85.0	0

Last rows

	input1	input2	input3	input4	input5	input6	input7	input8	input9	input10	input11	input12	input13	input14	input15	input16	target
10982	0.0	85.0	21.0	100.0	66.0	98.0	83.0	77.0	90.0	53.0	100.0	30.0	75.0	10.0	35.0	0.0	3
10983	0.0	63.0	16.0	90.0	100.0	100.0	90.0	73.0	53.0	40.0	22.0	6.0	11.0	0.0	48.0	18.0	7
10984	0.0	74.0	35.0	100.0	100.0	96.0	94.0	63.0	52.0	35.0	0.0	11.0	5.0	0.0	77.0	6.0	2
10985	43.0	89.0	93.0	100.0	66.0	91.0	40.0	64.0	82.0	43.0	100.0	15.0	52.0	0.0	0.0	1.0	5
10986	43.0	81.0	11.0	69.0	78.0	51.0	100.0	17.0	27.0	0.0	0.0	32.0	14.0	80.0	84.0	100.0	5
10987	36.0	100.0	24.0	70.0	0.0	38.0	49.0	33.0	95.0	47.0	87.0	55.0	96.0	21.0	100.0	0.0	4
10988	16.0	75.0	41.0	100.0	52.0	64.0	32.0	27.0	0.0	0.0	21.0	9.0	62.0	2.0	100.0	14.0	2
10989	56.0	100.0	27.0	79.0	0.0	39.0	12.0	0.0	66.0	15.0	100.0	51.0	93.0	93.0	38.0	93.0	0
10990	19.0	100.0	0.0	61.0	3.0	23.0	48.0	0.0	97.0	27.0	100.0	66.0	62.0	97.0	10.0	81.0	0
10991	38.0	100.0	37.0	81.0	12.0	55.0	0.0	28.0	52.0	27.0	100.0	42.0	86.0	26.0	65.0	0.0	4

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows